{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "Chapter 13\n",
    "# 聊聊NumPy\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "from matplotlib import cm\n",
    "import os\n",
    "\n",
    "if not os.path.isdir('figures'):\n",
    "    os.mkdir('figures')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.235034Z",
     "end_time": "2024-07-11T10:13:24.238940Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 自定义可视化函数"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "def visualize_2D(array, title, vmax, vmin):\n",
    "    fig_width = math.ceil(array.shape[1] * 0.5)\n",
    "    fig_length = math.ceil(array.shape[0] * 0.5)\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(fig_width, fig_length))\n",
    "    # 注意，seaborn.heatmap() 目前只能接受2D数组\n",
    "    # 本书中，一维数组可视化时用圆圈\n",
    "    # 可视化时，只有二维、三维数组用方块\n",
    "\n",
    "    sns.heatmap(array,\n",
    "                vmax=vmax,\n",
    "                vmin=vmin,\n",
    "                annot=True,  # 增加注释\n",
    "                fmt=\".0f\",  # 注释数值的格式\n",
    "                square=True,  # 热图方格为正方形\n",
    "                cmap='RdYlBu_r',  # 指定色谱\n",
    "                linewidths=.5,  # 方格线宽\n",
    "                cbar=False,  # 不显示色谱条\n",
    "                yticklabels=False,  # 不显示纵轴标签\n",
    "                xticklabels=False,  # 不显示横轴标签\n",
    "                ax=ax)  # 指定绘制热图的轴\n",
    "\n",
    "    fig.savefig('figures/' + title + '.svg', format='svg')\n",
    "\n",
    "\n",
    "# 定义绘制一元数组可视化函数\n",
    "\n",
    "def visualize_1D(array, title):\n",
    "    fig, ax = plt.subplots()\n",
    "\n",
    "    colors = cm.RdYlBu_r(np.linspace(0, 1, len(array)))\n",
    "\n",
    "    for idx in range(len(array)):\n",
    "        circle_idx = plt.Circle((idx, 0), 0.5, facecolor=colors[idx], edgecolor='w')\n",
    "        ax.add_patch(circle_idx)\n",
    "        ax.text(idx, 0, s=str(array[idx]),\n",
    "                horizontalalignment='center',\n",
    "                verticalalignment='center')\n",
    "\n",
    "    ax.set_xlim(-0.6, 0.6 + len(array))\n",
    "    ax.set_ylim(-0.6, 0.6)\n",
    "    ax.set_aspect('equal', adjustable='box')\n",
    "    ax.axis('off')\n",
    "    fig.savefig('figures/' + title + '.svg', format='svg')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.244973Z",
     "end_time": "2024-07-11T10:13:24.246995Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 手动"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 一维"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "array([-3, -2, -1,  0,  1,  2,  3])"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_1D = np.array([-3, -2, -1, 0, 1, 2, 3])\n",
    "a_1D"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.249996Z",
     "end_time": "2024-07-11T10:13:24.257304Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "(7,)"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_1D.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.258304Z",
     "end_time": "2024-07-11T10:13:24.305015Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "7"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a_1D)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.263468Z",
     "end_time": "2024-07-11T10:13:24.306016Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "1"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_1D.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.269249Z",
     "end_time": "2024-07-11T10:13:24.306016Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "7"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_1D.size"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.275364Z",
     "end_time": "2024-07-11T10:13:24.306016Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_1D(a_1D, '手动，一维')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.282016Z",
     "end_time": "2024-07-11T10:13:24.438990Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "-3"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 取出第一个元素\n",
    "a_1D[0]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.440987Z",
     "end_time": "2024-07-11T10:13:24.446169Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 二维"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-3, -2, -1],\n       [ 0,  1,  2]])"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_2D = np.array([[-3, -2, -1],\n",
    "                 [0, 1, 2]])\n",
    "a_2D"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.448170Z",
     "end_time": "2024-07-11T10:13:24.452913Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 200x100 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_2D(a_2D, '手动，二维', 3, -3)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.453914Z",
     "end_time": "2024-07-11T10:13:24.543116Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "(2, 3)"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_2D.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.512975Z",
     "end_time": "2024-07-11T10:13:24.543116Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "2"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_2D.shape[0]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.516952Z",
     "end_time": "2024-07-11T10:13:24.543627Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "3"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_2D.shape[1]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.522885Z",
     "end_time": "2024-07-11T10:13:24.543627Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "2"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_2D.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.527254Z",
     "end_time": "2024-07-11T10:13:24.543627Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "6"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_2D.size"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.534753Z",
     "end_time": "2024-07-11T10:13:24.544640Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "2"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a_2D)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.541129Z",
     "end_time": "2024-07-11T10:13:24.552124Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 二维，行向量"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-3, -2, -1,  0,  1,  2,  3]])"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_row_vector = np.array([[-3, -2, -1, 0, 1, 2, 3]])\n",
    "# 两层中括号\n",
    "a_row_vector"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.547642Z",
     "end_time": "2024-07-11T10:13:24.659481Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 400x100 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_2D(a_row_vector, '手动，行向量', 3, -3)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.553124Z",
     "end_time": "2024-07-11T10:13:24.687485Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 7)"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_row_vector.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.611631Z",
     "end_time": "2024-07-11T10:13:24.688482Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "2"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_row_vector.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.620695Z",
     "end_time": "2024-07-11T10:13:24.688482Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "1"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a_row_vector)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.626334Z",
     "end_time": "2024-07-11T10:13:24.689485Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "7"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_row_vector.size"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.632542Z",
     "end_time": "2024-07-11T10:13:24.690484Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 二维，列向量"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-3],\n       [-2],\n       [-1],\n       [ 0],\n       [ 1],\n       [ 2],\n       [ 3]])"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_col_vector = np.array([[-3], [-2], [-1], [0], [1], [2], [3]])\n",
    "a_col_vector"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.637293Z",
     "end_time": "2024-07-11T10:13:24.690484Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 100x400 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_2D(a_col_vector, '手动，列向量', 3, -3)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.643485Z",
     "end_time": "2024-07-11T10:13:24.803994Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "data": {
      "text/plain": "(7, 1)"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_col_vector.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.706222Z",
     "end_time": "2024-07-11T10:13:24.804998Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "2"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_col_vector.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.714203Z",
     "end_time": "2024-07-11T10:13:24.804998Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "data": {
      "text/plain": "7"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a_col_vector)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.719968Z",
     "end_time": "2024-07-11T10:13:24.804998Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "7"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_col_vector.size"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.727859Z",
     "end_time": "2024-07-11T10:13:24.804998Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 三维"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[[-12, -11, -10,  -9],\n        [ -8,  -7,  -6,  -5],\n        [ -4,  -3,  -2,  -1]],\n\n       [[  0,   1,   2,   3],\n        [  4,   5,   6,   7],\n        [  8,   9,  10,  11]]])"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_3D = np.array([[[-12, -11, -10, -9],\n",
    "                  [-8, -7, -6, -5],\n",
    "                  [-4, -3, -2, -1]],\n",
    "                 [[0, 1, 2, 3],\n",
    "                  [4, 5, 6, 7],\n",
    "                  [8, 9, 10, 11]]])\n",
    "a_3D"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.732646Z",
     "end_time": "2024-07-11T10:13:24.806000Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "data": {
      "text/plain": "(2, 3, 4)"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_3D.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.741368Z",
     "end_time": "2024-07-11T10:13:24.806000Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "3"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_3D.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.747469Z",
     "end_time": "2024-07-11T10:13:24.806000Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-12, -11, -10,  -9],\n       [ -8,  -7,  -6,  -5],\n       [ -4,  -3,  -2,  -1]])"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_3D[0]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.755134Z",
     "end_time": "2024-07-11T10:13:24.807000Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 200x200 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_2D(a_3D[0], '手动，三维，第一页', 12, -12)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.764999Z",
     "end_time": "2024-07-11T10:13:24.967651Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "(3, 4)"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_3D[0].shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.898494Z",
     "end_time": "2024-07-11T10:13:24.967651Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[ 0,  1,  2,  3],\n       [ 4,  5,  6,  7],\n       [ 8,  9, 10, 11]])"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_3D[1]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.904430Z",
     "end_time": "2024-07-11T10:13:24.969648Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 200x200 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_2D(a_3D[1], '手动，三维，第二页', 12, -12)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.912651Z",
     "end_time": "2024-07-11T10:13:25.002698Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 三维，行向量"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[[-3, -2, -1,  0,  1,  2,  3]]])"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_row_vector_3D = np.array([[[-3, -2, -1, 0, 1, 2, 3]]])\n",
    "a_row_vector_3D"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.979422Z",
     "end_time": "2024-07-11T10:13:25.002698Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 1, 7)"
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_row_vector_3D.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.993214Z",
     "end_time": "2024-07-11T10:13:25.104275Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "outputs": [
    {
     "data": {
      "text/plain": "3"
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_row_vector_3D.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:24.996736Z",
     "end_time": "2024-07-11T10:13:25.104275Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## list 到数组"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [
    {
     "data": {
      "text/plain": "[-3, -2, -1, 0, 1, 2, 3]"
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_1D = [-3, -2, -1, 0, 1, 2, 3]\n",
    "list_1D"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.004699Z",
     "end_time": "2024-07-11T10:13:25.105279Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "data": {
      "text/plain": "array([-3, -2, -1,  0,  1,  2,  3])"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(list_1D)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.010250Z",
     "end_time": "2024-07-11T10:13:25.105279Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "outputs": [
    {
     "data": {
      "text/plain": "[[-3, -2, -1, 0, 1, 2, 3]]"
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_2D = [[-3, -2, -1, 0, 1, 2, 3]]\n",
    "list_2D"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.017059Z",
     "end_time": "2024-07-11T10:13:25.106798Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-3, -2, -1,  0,  1,  2,  3]])"
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(list_2D)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.027250Z",
     "end_time": "2024-07-11T10:13:25.107811Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [
    {
     "data": {
      "text/plain": "[[[-3, -2, -1, 0, 1, 2, 3]]]"
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_3D = [[[-3, -2, -1, 0, 1, 2, 3]]]\n",
    "list_3D"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.033368Z",
     "end_time": "2024-07-11T10:13:25.107811Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[[-3, -2, -1,  0,  1,  2,  3]]])"
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(list_3D)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.041009Z",
     "end_time": "2024-07-11T10:13:25.107811Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 数列"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用numpy.arange()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "outputs": [
    {
     "data": {
      "text/plain": "array([0, 1, 2, 3, 4])"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(5)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.048682Z",
     "end_time": "2024-07-11T10:13:25.107811Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "data": {
      "text/plain": "array([0., 1., 2., 3., 4.])"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(5, dtype=float)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.055515Z",
     "end_time": "2024-07-11T10:13:25.108815Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "data": {
      "text/plain": "array([10, 11, 12, 13, 14, 15, 16, 17, 18, 19])"
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(10, 20)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.063538Z",
     "end_time": "2024-07-11T10:13:25.108815Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "array([10, 12, 14, 16, 18])"
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(10, 20, 2)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.069073Z",
     "end_time": "2024-07-11T10:13:25.122807Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "data": {
      "text/plain": "array([10., 12., 14., 16., 18.])"
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(10, 20, 2, dtype=float)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.076299Z",
     "end_time": "2024-07-11T10:13:25.123808Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用numpy.linspace()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [
    {
     "data": {
      "text/plain": "array([ 0. ,  0.5,  1. ,  1.5,  2. ,  2.5,  3. ,  3.5,  4. ,  4.5,  5. ,\n        5.5,  6. ,  6.5,  7. ,  7.5,  8. ,  8.5,  9. ,  9.5, 10. ])"
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(0, 10, 21)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.083066Z",
     "end_time": "2024-07-11T10:13:25.123808Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用numpy.logspace()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "data": {
      "text/plain": "array([1.e+00, 1.e+01, 1.e+02, 1.e+03, 1.e+04])"
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.logspace(0, 4, 5, base=10)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.091252Z",
     "end_time": "2024-07-11T10:13:25.123808Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "data": {
      "text/plain": "array([ 1.,  2.,  4.,  8., 16.])"
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.logspace(0, 4, 5, base=2)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.099035Z",
     "end_time": "2024-07-11T10:13:25.123808Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "outputs": [
    {
     "data": {
      "text/plain": "[0, 1, 4, 9, 16, 25, 36, 49]"
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[n ** 2 for n in np.arange(8)]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.104275Z",
     "end_time": "2024-07-11T10:13:25.124808Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 网格数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(21, 21)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x1_array = np.linspace(-3, 3, 21)\n",
    "x2_array = np.linspace(-3, 3, 21)\n",
    "\n",
    "xx1, xx2 = np.meshgrid(x1_array, x2_array)\n",
    "# 二元函数\n",
    "ff = xx1 * np.exp(-xx1 ** 2 - xx2 ** 2)\n",
    "print(xx1.shape)\n",
    "\n",
    "# 可视化\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(projection='3d')\n",
    "\n",
    "ax.plot_wireframe(xx1, xx2, ff, rstride=1, cstride=1, color='grey')\n",
    "ax.scatter(xx1, xx2, ff, c=ff, cmap='RdYlBu_r')\n",
    "ax.set_proj_type('ortho')\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.109816Z",
     "end_time": "2024-07-11T10:13:25.376948Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ],\n       [-3. , -2.7, -2.4, -2.1, -1.8, -1.5, -1.2, -0.9, -0.6, -0.3,  0. ,\n         0.3,  0.6,  0.9,  1.2,  1.5,  1.8,  2.1,  2.4,  2.7,  3. ]])"
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx1"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.246806Z",
     "end_time": "2024-07-11T10:13:25.377949Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "outputs": [
    {
     "data": {
      "text/plain": "(21, 21)"
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx1.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.255300Z",
     "end_time": "2024-07-11T10:13:25.377949Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [
    {
     "data": {
      "text/plain": "2"
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx1.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.261993Z",
     "end_time": "2024-07-11T10:13:25.377949Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-3. , -3. , -3. , -3. , -3. , -3. , -3. , -3. , -3. , -3. , -3. ,\n        -3. , -3. , -3. , -3. , -3. , -3. , -3. , -3. , -3. , -3. ],\n       [-2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7,\n        -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7, -2.7],\n       [-2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4,\n        -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4, -2.4],\n       [-2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1,\n        -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1, -2.1],\n       [-1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8,\n        -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8, -1.8],\n       [-1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5,\n        -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5, -1.5],\n       [-1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2,\n        -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2, -1.2],\n       [-0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9,\n        -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9, -0.9],\n       [-0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6,\n        -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6, -0.6],\n       [-0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3,\n        -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3, -0.3],\n       [ 0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,\n         0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ,  0. ],\n       [ 0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,\n         0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3,  0.3],\n       [ 0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,\n         0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6,  0.6],\n       [ 0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,\n         0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9,  0.9],\n       [ 1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,\n         1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2,  1.2],\n       [ 1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,\n         1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5,  1.5],\n       [ 1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,\n         1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8,  1.8],\n       [ 2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,\n         2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1,  2.1],\n       [ 2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,\n         2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4,  2.4],\n       [ 2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,\n         2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7,  2.7],\n       [ 3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,\n         3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ,  3. ]])"
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx2"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.267087Z",
     "end_time": "2024-07-11T10:13:25.378952Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "outputs": [],
   "source": [
    "xxx1, xxx2, xxx3 = np.meshgrid(np.arange(6), np.arange(6), np.arange(6))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.277949Z",
     "end_time": "2024-07-11T10:13:25.378952Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[[0, 0, 0, 0, 0, 0],\n        [1, 1, 1, 1, 1, 1],\n        [2, 2, 2, 2, 2, 2],\n        [3, 3, 3, 3, 3, 3],\n        [4, 4, 4, 4, 4, 4],\n        [5, 5, 5, 5, 5, 5]],\n\n       [[0, 0, 0, 0, 0, 0],\n        [1, 1, 1, 1, 1, 1],\n        [2, 2, 2, 2, 2, 2],\n        [3, 3, 3, 3, 3, 3],\n        [4, 4, 4, 4, 4, 4],\n        [5, 5, 5, 5, 5, 5]],\n\n       [[0, 0, 0, 0, 0, 0],\n        [1, 1, 1, 1, 1, 1],\n        [2, 2, 2, 2, 2, 2],\n        [3, 3, 3, 3, 3, 3],\n        [4, 4, 4, 4, 4, 4],\n        [5, 5, 5, 5, 5, 5]],\n\n       [[0, 0, 0, 0, 0, 0],\n        [1, 1, 1, 1, 1, 1],\n        [2, 2, 2, 2, 2, 2],\n        [3, 3, 3, 3, 3, 3],\n        [4, 4, 4, 4, 4, 4],\n        [5, 5, 5, 5, 5, 5]],\n\n       [[0, 0, 0, 0, 0, 0],\n        [1, 1, 1, 1, 1, 1],\n        [2, 2, 2, 2, 2, 2],\n        [3, 3, 3, 3, 3, 3],\n        [4, 4, 4, 4, 4, 4],\n        [5, 5, 5, 5, 5, 5]],\n\n       [[0, 0, 0, 0, 0, 0],\n        [1, 1, 1, 1, 1, 1],\n        [2, 2, 2, 2, 2, 2],\n        [3, 3, 3, 3, 3, 3],\n        [4, 4, 4, 4, 4, 4],\n        [5, 5, 5, 5, 5, 5]]])"
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xxx1"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.283475Z",
     "end_time": "2024-07-11T10:13:25.378952Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [
    {
     "data": {
      "text/plain": "(6, 6, 6)"
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xxx1.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.290063Z",
     "end_time": "2024-07-11T10:13:25.378952Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [
    {
     "data": {
      "text/plain": "3"
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xxx1.ndim"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.297072Z",
     "end_time": "2024-07-11T10:13:25.378952Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 特殊矩阵"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[ 2.50064835e+00, -7.21874998e-01, -1.25032417e+00,\n         1.25032417e+00],\n       [ 1.44375000e+00,  1.25032417e+00,  2.16562499e+00,\n        -2.16562499e+00],\n       [ 2.58259066e-17,  4.65238174e-01, -2.68605385e-01,\n         2.68605385e-01],\n       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00,\n         5.00000000e-02]])"
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.empty([4, 4])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.301537Z",
     "end_time": "2024-07-11T10:13:25.379954Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[0, 1, 2],\n       [3, 4, 5]])"
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = np.array([[1, 2, 3],\n",
    "              [4, 5, 6]])\n",
    "np.empty_like(A)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.308589Z",
     "end_time": "2024-07-11T10:13:25.379954Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[1., 0., 0., 0., 0.],\n       [0., 1., 0., 0., 0.],\n       [0., 0., 1., 0., 0.],\n       [0., 0., 0., 1., 0.],\n       [0., 0., 0., 0., 1.]])"
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.eye(5)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.316682Z",
     "end_time": "2024-07-11T10:13:25.379954Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[inf, inf, inf],\n       [inf, inf, inf],\n       [inf, inf, inf]])"
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.full((3, 3), np.inf)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.322385Z",
     "end_time": "2024-07-11T10:13:25.380951Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[100, 100, 100],\n       [100, 100, 100]])"
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = np.array([[1, 2, 3],\n",
    "              [4, 5, 6]])\n",
    "np.full_like(A, 100)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.329265Z",
     "end_time": "2024-07-11T10:13:25.380951Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [
    {
     "data": {
      "text/plain": "array([1., 1., 1., 1., 1.])"
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones(5)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.337036Z",
     "end_time": "2024-07-11T10:13:25.380951Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[1., 1., 1., 1., 1.],\n       [1., 1., 1., 1., 1.],\n       [1., 1., 1., 1., 1.],\n       [1., 1., 1., 1., 1.],\n       [1., 1., 1., 1., 1.]])"
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones((5, 5))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.343087Z",
     "end_time": "2024-07-11T10:13:25.381949Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[1, 1, 1],\n       [1, 1, 1]])"
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = np.array([[1, 2, 3],\n",
    "              [4, 5, 6]])\n",
    "np.ones_like(A)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.351159Z",
     "end_time": "2024-07-11T10:13:25.389948Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [
    {
     "data": {
      "text/plain": "array([0., 0., 0., 0., 0.])"
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.zeros(5)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.355681Z",
     "end_time": "2024-07-11T10:13:25.560925Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[0., 0., 0., 0., 0.],\n       [0., 0., 0., 0., 0.],\n       [0., 0., 0., 0., 0.],\n       [0., 0., 0., 0., 0.],\n       [0., 0., 0., 0., 0.]])"
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.zeros((5, 5))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.360757Z",
     "end_time": "2024-07-11T10:13:25.560925Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[0, 0, 0],\n       [0, 0, 0]])"
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = np.array([[1, 2, 3],\n",
    "              [4, 5, 6]])\n",
    "np.zeros_like(A)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.369935Z",
     "end_time": "2024-07-11T10:13:25.611921Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 随机数"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 二元连续均匀随机数"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 500x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 生成随机数，服从连续均匀分布\n",
    "num = 2000\n",
    "X_uniform = np.random.uniform(low=-3, high=3, size=(num, 2))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "ax.scatter(X_uniform[:, 0],  # 散点横轴坐标\n",
    "           X_uniform[:, 1],  # 散点纵轴坐标\n",
    "           s=100,  # 散点大小\n",
    "           marker='.',  # 散点marker样式\n",
    "           alpha=0.5,  # 透明度\n",
    "           edgecolors='w')  # 散点边缘颜色\n",
    "\n",
    "ax.set_aspect('equal', adjustable='box')\n",
    "ax.set_xlim(-3, 3)\n",
    "ax.set_ylim(-3, 3)\n",
    "ax.set_xticks((-3, 0, 3))\n",
    "ax.set_yticks((-3, 0, 3))\n",
    "fig.savefig('figures/二元连续均匀随机数.svg', format='svg')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.374951Z",
     "end_time": "2024-07-11T10:13:25.628925Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 二元正态分布随机数"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 500x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 生成随机数，服从二元高斯分布\n",
    "num = 2000\n",
    "\n",
    "mu = np.array([0, 0])  # 质心\n",
    "rho = 0  # 相关性系数\n",
    "Sigma = np.array([[1, rho],\n",
    "                  [rho, 1]])  # 协方差矩阵\n",
    "\n",
    "X_binormal = np.random.multivariate_normal(mu, Sigma, size=num)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "ax.scatter(X_binormal[:, 0],\n",
    "           X_binormal[:, 1],\n",
    "           s=100,\n",
    "           marker='.',\n",
    "           alpha=0.5,\n",
    "           edgecolors='w')\n",
    "\n",
    "ax.set_aspect('equal', adjustable='box')\n",
    "ax.set_xlim(-3, 3)\n",
    "ax.set_ylim(-3, 3)\n",
    "ax.set_xticks((-3, 0, 3))\n",
    "ax.set_yticks((-3, 0, 3))\n",
    "fig.savefig('figures/二元正态分布随机数.svg', format='svg')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.559925Z",
     "end_time": "2024-07-11T10:13:25.739317Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## CSV文件导出、导入"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: >"
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 500x500 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import load_iris\n",
    "from numpy import genfromtxt\n",
    "\n",
    "# 导入鸢尾花数据\n",
    "iris = load_iris()\n",
    "# 将numpy array存成CSV文件\n",
    "np.savetxt(\"Iris_data.csv\", iris.data, delimiter=\",\")\n",
    "\n",
    "# 将 CSV 文件读入存成numpy array\n",
    "Iris_Data_array = genfromtxt('Iris_data.csv', delimiter=',')\n",
    "\n",
    "# 可视化\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "sns.heatmap(Iris_Data_array,  # 鸢尾花数据数组\n",
    "            cmap='RdYlBu_r',  # 指定色谱\n",
    "            ax=ax,  # 指定轴\n",
    "            vmax=8,  # 色谱最大值\n",
    "            vmin=0,  # 色谱最小值\n",
    "            xticklabels=[],  # 不显示横轴标签\n",
    "            yticklabels=[],  # 不显示纵轴标签\n",
    "            cbar=True)  # 显示色谱条"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T10:13:25.739317Z",
     "end_time": "2024-07-11T10:13:26.116007Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "Iris_Data_array"
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     "end_time": "2024-07-11T10:13:26.126499Z"
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